Hostname: page-component-745bb68f8f-grxwn Total loading time: 0 Render date: 2025-02-11T09:45:37.522Z Has data issue: false hasContentIssue false

Baseline intracardiac echocardiography predicts haemodynamic changes and Doppler velocity patterns during follow-up after percutaneous pulmonary valve implantation

Published online by Cambridge University Press:  18 June 2021

Gareth J. Morgan*
Affiliation:
The Heart Institute, Children’s Hospital Colorado, Aurora, Colorado, USA Department of Cardiology, University of Colorado Hospital, Aurora, Colorado, USA School of Medicine, Anschutz Medical Campus, University of Colorado, Boulder, Colorado, USA
Salvador A. Rodriguez
Affiliation:
The Heart Institute, Children’s Hospital Colorado, Aurora, Colorado, USA School of Medicine, Anschutz Medical Campus, University of Colorado, Boulder, Colorado, USA
Ryan Leahy
Affiliation:
The Heart Institute, Children’s Hospital Colorado, Aurora, Colorado, USA School of Medicine, Anschutz Medical Campus, University of Colorado, Boulder, Colorado, USA
Jess Randall
Affiliation:
The Heart Institute, Children’s Hospital Colorado, Aurora, Colorado, USA School of Medicine, Anschutz Medical Campus, University of Colorado, Boulder, Colorado, USA
Jenny E. Zablah
Affiliation:
The Heart Institute, Children’s Hospital Colorado, Aurora, Colorado, USA School of Medicine, Anschutz Medical Campus, University of Colorado, Boulder, Colorado, USA
*
Author for correspondence: Gareth J. Morgan, MD, The Heart Institute, Children’s Hospital Colorado, 13123 East 16th Avenue, Box 100, Aurora, CO 80045, USA. Tel: +1 7207773379; Fax: +7207777177. E-mail: Gareth.Morgan@childrenscolorado.org
Rights & Permissions [Opens in a new window]

Abstract

Background:

Intracardiac echocardiography Doppler-derived gradients have previously been shown to correlate with post-procedure echocardiographic evaluations when compared with invasive gradients measured during percutaneous pulmonary valve implantation, suggesting that intracardiac echocardiography could offer an accurate and predictable starting point to estimate valve function after percutaneous pulmonary valve implantation.

Methods:

We performed a retrospective chart review of 51 patients who underwent percutaneous pulmonary valve implantation between September 2018 and December 2019 in whom intracardiac echocardiography was performed immediately after valve implantation. We evaluated the correlation between intracardiac echocardiography gradients and post-procedural Doppler-derived gradients. Among the parameters assessed, those which demonstrated the strongest correlation were used to create a predictive model of expected echo-derived gradients after percutaneous pulmonary valve implantation. The equation was validated on the same sample data along with a subsequent cohort of 25 consecutive patients collected between January 2020 and July 2020.

Results:

All the assessed correlation models between intracardiac echocardiography evaluation and post-procedure transthoracic echocardiographic assessments were statistically significant, presenting moderate to strong correlations. The strongest relationship was found between intracardiac echocardiography mean gradients and post-procedural transthoracic echocardiographic mean gradients. Therefore, an equation was created based on the intracardiac echocardiography-derived mean gradient, to allow prediction of the post-procedural and follow-up transthoracic echocardiographic-derived mean gradients within a range of ±5 mmHg from the observed value in more than 80% of cases.

Conclusions:

There is a strong correlation between intracardiac echocardiography and post-procedure transthoracic echocardiographic. This allowed us to derive a predictive equation that defines the expected transthoracic echocardiographic Doppler-derived gradient following the procedure and at out-patient follow-up after percutaneous pulmonary valve implantation.

Type
Original Article
Copyright
© The Author(s), 2021. Published by Cambridge University Press

In the last three decades, the development of more effective transducers and innovations in Doppler modalities have allowed the gradual incorporation of intracardiac echocardiography during different types of percutaneous intervention.Reference Seward, Khandheria, McGregor, Locke and Tajik1Reference Schwartz, Gillam and Weintraub5 Thus far, many studies have illustrated how continued improvements in the quality and user interface of intracardiac echocardiography have rendered it a commonplace guidance modality in procedures involving the atrial septum, the left atrial appendage, and the mitral valve.Reference Cao, Zabal, Koenig, Sandhu and Hijazi6Reference Alkhouli, Hijazi, Holmes, Rihal and Wiegers9

Over the last 10–15 years, a few single-centre series have assessed the utility of intracardiac echocardiography in percutaneous pulmonary valve implantation. The majority of patients in these studies received the Melody valve (Medtronic, Inc., Minneapolis MN, USA), and the proportion of cases during which intracardiac echocardiography was used was low during their learning curves. The two largest of these studies had a combined patient number of 85 with an average rate of use of intracardiac echocardiography of only 11 cases per year, with more than 75% of these cases using the Melody valve.Reference Chessa, Butera and Carminati10Reference Whiteside, Pasquali, Yu, Bocks, Zampi and Armstrong12

To date, the use of intracardiac echocardiography during percutaneous pulmonary valve implantation has been reserved as a substitute for trans-esophageal echocardiography (TEE) or to enhance fluoroscopic imaging during the evaluation of the newly implanted valve.

However, it is interesting how even when a good correlation has been reported between intracardiac echocardiography Doppler-derived gradients and other haemodynamic parameters, no study has evaluated the feasibility of using intracardiac echocardiography as a baseline haemodynamic surrogate to predict and track post-procedural routine transthoracic echocardiographic assessments.

We asked whether intracardiac echocardiography, which utilises the same technology as traditional echocardiographic evaluation, could be considered the functional assessment’s primary modality on percutaneous pulmonary valve implantation.

We hypothesised that gradients derived from intracardiac echocardiography Doppler would present a good correlation with transthoracic echocardiographic gradients, not only the day after the procedure but also with later echo evaluations offering a better start point for follow-up than invasive assessed gradient after percutaneous pulmonary valve implantation. We also hypothesised that intracardiac echocardiography gradients could be manipulated in a predictive model to define an expected Doppler-derived haemodynamic pathway for further evaluations of valve function and physiological response after percutaneous pulmonary valve implantation.

Material and methods

Study design

This is a retrospective single-centre study based on the chart review of patients who underwent percutaneous pulmonary valve implantation between September 2018 and December 2019. All such patients in whom an intracardiac echocardiogram was performed were included. Demographic data such as sex, age, weight, body mass index, primary cardiac diagnosis, right ventricle outflow tract subset and dysfunction, and procedural data such as type and diameter of the implanted valve were also collected.

As part of a post hoc data validation, the subsequent 25 consecutive patients who underwent percutaneous pulmonary valve implantation with intracardiac echocardiography assessment between January and July 2020 were then analysed to test our predictive equation. Data collection and analysis were conducted under the permission of the Colorado Multi Institutional Review Board (IRB).

Cardiac catheterisation

A standard right heart catheterisation with angiography was performed with fluid-filled catheters appropriate for patients’ size. Pressure gradients were obtained by pullback from the main pulmonary artery to the right ventricle. Peak-to-peak systolic pressure gradient was measured from superimposed pressure tracings of identical cycle lengths of the right ventricle and pulmonary artery. All procedures were performed under general anesthesia, following a similar protocol for all the patients during the study period.

Echocardiography

Intracardiac echocardiography was performed within 20 minutes of deployment of the valve, during the same procedure under general anesthesia and using an AcuNav catheter (Acuson IPX8, AcuNav 8F, Siemens Medical Health), evaluating the placement of the valve, the presence of complications such as tricuspid valve damage, presence of paravalvular leakage, pulmonary valve regurgitation along with recording the continuous and pulsed wave Doppler velocity profiles through the valve, with the intracardiac echocardiography catheter positioned in the right ventricle outflow tract with an angle of incidence of <10% to the flow through the valve. Continuous-wave velocities were used to estimate peak and mean gradients. Intracardiac echocardiography was performed by interventionists who have received specific training in this modality.

Intracardiac echocardiography was introduced into our standard protocol after considering the limitations described for transesophageal echocardiography and angiography in evaluating a newly implanted pulmonary valve. These include the relatively anterior position of the right ventricle outflow tract in the mediastinum and artifactual limitations caused by the presence of stent material.Reference Basman, Parmar and Kronzon13

The post-procedure transthoracic echocardiographics were performed following established protocols for evaluation, using Vivid E95 (GE Ultrasound, Milwaukee, WI, USA) interrogating Doppler transvalvular gradients in the parasternal short-axis view (Table 2). All transthoracic echocardiographic evaluations were reviewed and signed by an attending non-invasive cardiologist.

Images were saved in Digital Imaging and Communications in Medicine (DICOM) format to Syngo ® Siemens system (Siemens Healthcare, Erlangen, Germany). The parameters assessed in intracardiac echocardiography and transthoracic echocardiographic echocardiograms were the Doppler-derived pulmonary valve mean gradient and peak gradient using the modified Bernoulli equation from the post-valve deployment.

Table 1. Baseline and procedural characteristics

Values are mean ± SD, median (IQR), or n (%).

BMI = body mass index; RV = right ventricle; TGA = transposition of the great arteries; TOF = tetralogy of Fallot.

Table 2. Haemodynamics after PPVI

Values are in mmHg; mean ± SD [median (range)].

cPG = RV-PA catheter systolic gradient; iMG = intracardiac echocardiography mean gradient; iPG = intracardiac echocardiography peak gradient; tMG = transthoracic echocardiography mean gradient; tPG = transthoracic echocardiography peak gradient; t2MG = 1-month transthoracic echocardiography mean gradient; t2PG = 1-month transthoracic echocardiography peak gradient.

Statistical analysis

Statistical analysis was performed using SPSS version 22 (SSPS, Chicago, Illinois). Categorical data were summarised by frequency and percentage. Continuous data were classified based on their distribution, using mean and standard deviation for parametric data and median and interquartile range for non-parametric.

The relationship between intraprocedural gradients (intracardiac echocardiography and RV-PA) and post-procedure gradients (next-day and 1-month transthoracic echocardiographic) were evaluated with simple linear regression models, and those that presented moderate to strong correlations were introduced in a multilinear model. A predictive equation based on the strongest multilinear model was made. For all our analyses, a two-sided p-value <0.05 was considered significant.

The equation was tested in our population, and we estimated the difference between the post-procedure transthoracic echocardiographic and the predicted value and classified the results in the following categories: ±5 mmHg, or >5 mmHg.

Results

Patients and procedure

Baseline, procedure, and outcome characteristics are summarised in Table 1. During this period, patients were predominantly male (66.7%), with a median age of 19 years (range 4–47) and median body mass index of 20.4 kg/m2 (range 12.5–40.5). The most common cardiac diagnosis was tetralogy of Fallot (52.9%), with a mixture of significant stenosis and insufficiency as the most common pre-procedural physiology in our population (51%).

The pre-procedural right ventricle outflow tract subsets for percutaneous pulmonary valve implantation were similarly distributed in our population, with native outflow tract (defined as an outflow tract without prior placement of a bioprosthetic valve or a circumferential tube forming any part of the right ventricle outflow tract or the main pulmonary artery) described in 31.4%, conduits (e.g., Goretex/dacron tubes, xenografts, and homografts) in 37.2%, and previous bioprosthetic valve (valve in valve) in 31.4% of the patients.

The Edwards’ Sapiens 3® was deployed in 91.7% of our cases, with the rest of the valves being Medtronic Melody valves. Applying the modified Bernoulli equation, no increase in subvalvular velocity was observed prior to or after valve deployment in our population. A rate of 3.9% of intraprocedural complications was reported for our population during the study period, none of which were related to intracardiac echocardiography imaging. No reinterventions related to valve malfunctions or immediate complications were reported.

Haemodynamics from percutaneous pulmonary valve implantation

Values for catheter gradient, Doppler-derived gradients evaluated by intracardiac echocardiography, and transthoracic echocardiographic post-procedure for our population are shown in Table 2.

When gradients were compared, there was a notable discrepancy between intraprocedural haemodynamic gradients (peak-to-peak systolic pressure gradient and intracardiac echocardiography gradients) despite both modalities sharing similar conditions during their recording process. The largest difference was seen between the peak-to-peak gradient and the instantaneous intracardiac echocardiography peak gradient [3.4 ± 5.3 mmHg (median 3.5 mmHg, range from −12.1 to 13.6)] and the smallest was between the peak-to-peak gradient and the intracardiac echocardiography mean gradient [−0.3 ± 4.4 mmHg (median 1.1 mmHg, range from −14.7 to 6.1)].

Similarly, we found a significant level of difference among invasively evaluated gradients with post-procedure transthoracic echocardiographic-derived gradients. The largest disparity here was seen between the peak-to-peak pressure gradient and transthoracic peak instantaneous gradient [16.2 ± 8.6 mmHg (median 16.5 mmHg, range 0–36)], while the smallest difference was between the peak-to-peak gradient and the transthoracic echocardiographic mean gradient [6.8 ± 5.5 mmHg (median 6.8 mmHg, range from −6 to 19.5)] The intracardiac echocardiography-derived mean gradient also compared very favourably with the transthoracic echocardiographic mean gradient [7.1 ± 4.2 mmHg (median 6.4, range 0.6–18.2)]. The same trend was observed when invasive gradients were compared with 1-month transthoracic echocardiographic gradients. All these differences are showed in Table 3.

Table 3. Observed differences between gradients after PPVI

Values are in mmHg; mean ± SD [median (range)].

cPG = RV-PA catheter systolic gradient; iMG = intracardiac echocardiography mean gradient; iPG = intracardiac echocardiography peak gradient; tMG = transthoracic echocardiography mean gradient; tPG = transthoracic echocardiography peak gradient; t2MG = 1-month transthoracic echocardiography mean gradient; t2PG = 1-month transthoracic echocardiography peak gradient.

However, despite one of the smallest disparities seen between peak-to-peak systolic pressure gradient and transthoracic mean gradient, these parameters correlated poorly (R = 0.348, R2 = 0.121, p = 0.013), contrary to what was observed between the intracardiac echocardiography mean gradient and transthoracic echocardiographic mean gradient, which had a high correlation (R = 0.622, R2 = 0.387, p = <0.001). These models are shown in Fig 1.

Figure 1. Linear regression models between intraprocedural invasively assessed gradients and post-procedure non-invasively assessed gradients. ( a ) Shows the correlation between cPG with tMG. ( b ) Shows the correlation between iMG with tMG. The trend line (solid line) is also shown in the graphic. cPG = right ventricle to pulmonary artery systolic peak gradient, iMG = intracardiac echocardiographic mean gradient, tMG = transthoracic echocardiography mean gradient.

Multilinear regression model and predictive equation

Given the observations noted above, we used the intracardiac echocardiography mean gradient as the primary variable for a multilinear model to create an equation capable of predicting the transthoracic echocardiographic mean gradient, determining the feasibility of using intracardiac echocardiography to propose an expected Doppler-derived haemodynamic pathway after percutaneous pulmonary valve implantation. This model was adjusted using the variables device size (diameter) and body mass index.

As shown in Table 4, all these variables were statically significant (p-value <0.01) and did not present co-linearity (variance inflation factor between 1.0 and 1.5). This model is summarised in Table 5.

Table 4. Correlation between gradients

Values are products of linear correlation models.

* p-Values <0.05, cPG = RV-PA catheter systolic gradient; iMG = intracardiac echocardiography mean gradient; iPG = intracardiac echocardiography peak gradient; tMG = transthoracic echocardiography mean gradient; tPG = transthoracic echocardiography peak gradient; t2MG = 1-month transthoracic echocardiography mean gradient; t2PG = 1-month transthoracic echocardiography peak gradient.

Table 5. Multilinear regression model and predictive equation

Values are products of a multilinear regression model.

* p-Values <0.05, B = exponent; BMI = body mass index; iMG = intracardiac echocardiography mean gradient; NE = no standardised; VIF = variance inflation factor.

The predictive equation was tested in our data. The predicted values presented an average difference from the observed value of −0.5 ± 3.5 mmHg (median −0.6 mmHg, range from −7.5 to 7.9). In 84.4% of cases, the predicted values differed within a ± 5 mmHg range from the observed values. Likewise, when predicting the mean gradient 1 month after the intervention, the discrepancy with the observed value was 0.7 ± 3.5 mmHg (median 0.7 mmHg, range from −10 to 7), with 88% of predicted values differing less than ±5 mmHg from the observed value.

Similarly, when our equation was validated in 25 consecutive patients who had their procedures in the months after data collection (whose data were not included in the derivative calculations), the observed difference between the predicted and the observed value was 1.5 ± 3 mmHg (median 2 mmHg, range from −5.5 to 7.2), with only 12% of the values differing by >5 mmHg from the real value.

Linear models were conducted to evaluate the performance of our equation, showing that predicted values correlate well with transthoracic mean gradient 1 day after (R = 0.751, R2 = 0.564, p = 0.001) and 1 month after (R = 0.631, R2 = 0.395, p = 0.001) in the initial sample. Identical results were seen in the validation group (R = 0.876, R2 = 0.767, p = 0.001). These performances are shown in Fig 2.

Figure 2. Linear regression models between predicted gradients and actual non-invasively assessed gradients. ( a ) Shows the correlation between predicted mean gradient with tMG. ( b ) Shows the correlation between predicted mean gradient with t2MG. ( c .) Shows the correlation between predicted mean gradient with tMG in the control group. The trend line (solid line) and ±5 mmHg (dashed lines) are also shown in the graphic. tMG = next-day transthoracic echocardiography mean gradient, t2MG = 1-month transthoracic echocardiography mean gradient.

Discussion

Previous reports have highlighted the potential for practical anatomical and functional evaluation of newly implanted pulmonary valves with intracardiac echocardiography, describing a strong qualitative correlation with post-procedure transthoracic echocardiographic gradients. The temporal relationship between intracardiac echocardiography and the direct invasive measurement of a gradient by catheter pullback provides a reassuring gold standard comparator with a near-simultaneous intracardiac echocardiography assessment and suggests that intracardiac echocardiography evaluation immediately after valve deployment may offer a standardised starting point for Doppler-based follow-up evaluation.

We have proven that the current clinical standard practice of comparing the direct catheter-based pressure measurements after valve implantation with the post-procedure Doppler-derived gradients is inaccurate with weak correlation, confirming that we do not have a reliable parameter to predict and assess echo-derived haemodynamic evolution after this procedure.

Our hypotheses that intracardiac echocardiography Doppler-derived gradients offer an accurate estimate of early non-invasive evaluations and that they present a reliable baseline parameter to assess the evolution of valve function after percutaneous pulmonary valve implantation has been borne out.

Previous evidence has suggested that this would be the case. In 2008, a case report by Chessa et al. described intracardiac echocardiography used as an adjunctive imaging modality during percutaneous pulmonary valve evaluation, commenting on its efficacy for anatomical and functional assessment after valve deployment. No functional or Doppler data or correlations were included, and in this case, the intracardiac echocardiography catheter was placed via an arterial approach.Reference Chessa, Butera and Carminati10 Following this, Awad et al. reported their experience with intracardiac echocardiography during percutaneous pulmonary valve implantation, noting significant discrepancies between Doppler-derived transthoracic echocardiographic and intracardiac echocardiography gradients.Reference Awad, Masood and Gonzalez11

More recently, Whiteside et al. found a strong statistical association between intracardiac echocardiography gradients with post-procedural transthoracic echocardiographic gradients in a population using only the Medtronic Melody valve.Reference Whiteside, Pasquali, Yu, Bocks, Zampi and Armstrong12

In our data, the correlation between intracardiac echocardiography mean gradient and post-procedure transthoracic echocardiographic mean gradient was maintained until the 1-month post-procedure evaluation, and our equation allowed us to accurately predict this value in the majority of cases within a range of ±5 mmHg, suggesting a predictable course for Doppler-derived haemodynamic valve assessments during early follow-up. This allows us to predict a range of expected values for each patient, significant deviations from which should trigger heightened scrutiny and investigation of potential valve dysfunction.

Evidence to support our equation’s accuracy was obtained by cross-validating the formula in a validation set of 25 subjects who underwent percutaneous pulmonary valve implantation between January and July 2020. We found a strong correlation between the predicted and the real next-day transthoracic echocardiographic mean gradients, obtaining the same degree of positive results as observed with the original dataset. In this way, this validation of the model allowed us to minimise concerns about our results reproducibility and supports our initial findings that this equation can effectively estimate normal transthoracic echocardiographic gradients the following day, and 1 month following implantation, regardless of pre-procedure factors such as right ventricle outflow tract subset and valvular function. This type of validation has been widely used on cardiac models before.Reference Gomez and Doukky14,Reference Li, Levina and Zhu15

Previous descriptions have reported similar uses for Doppler-derived intracardiac echocardiography gradients in survival or complication rates for left-sided heart valve replacement, particularly in aortic valve replacement, showing that mean gradient is a good predictor of valve-related events.Reference Dandel and Hetzer16Reference Murphy, Khan and Rassa19 We describe for the first time the expected evolution of Doppler-derived gradients for patients after percutaneous pulmonary valve implantation and propose that any deviation from the expected estimated pathway could be associated with a developing complication related to valve function, which may otherwise remain undetected until clinical symptoms appear.

Furthermore, our findings add new uses for intracardiac echocardiography in this setting and reinforce previous benefits of this modality. TEE in the assessment of percutaneous pulmonary valve implantation is often compromised by a combination of the distance of the right ventricle outflow tract from the oesophagus and the commonly found interposition of the stent and metallic valve support material, which produces significant echo artefact.Reference Basman, Parmar and Kronzon13,Reference Zoghbi, Chambers and Dumesnil20 Intracardiac echocardiography has further decreased our contrast and radiation usage as it takes the place of much of the utility of angiography after valve placement.Reference Zablah, Rodriguez, Leahy and Morgan21

Interestingly, our findings also showed how the use of Doppler-derived mean gradient represents a more reliable parameter than peak gradient for estimating real pressures, supporting previous descriptions that showed multiple benefits on the mathematical background of this parameter to correct some echocardiographic limitations. Whatsoever, physical concepts such as pressure recovery, as well as the intrinsic difference in measuring an instantaneous Doppler velocity, compared to a maximum peak-to-peak gradient by invasive catheterisation, necessitate differences in the contemplation of “gradient,” demonstrating how the correction of this feature is a controversial point, and more research focuses on its application is needed to create a robust conclusion.Reference Singh, Mowers, Marino, Balzer and Rao22Reference Lima, Sahn and Valdes-Cruz24

In summary, we found a strong correlation between intracardiac echocardiography Doppler assessment immediately after percutaneous pulmonary valve implantation under general anesthesia and post-procedure conscious transthoracic echocardiographic measurements at the next day and 1 month. This quantitative association allowed us to create a predictive model distributed by body size and device size. This renders a simple equation defining a calculable range of normal expected Doppler values in patients early in their post-valve implantation course.

Limitations

This is a single-centre study. The procedures were performed by the same operators that have extensive experience with intracardiac echocardiography. This modality has multiple limitations and involves a learning curve to allow comfortable and confident usage in place of standard angiography.

Conclusion

There is a strong correlation between intracardiac echocardiography and post-procedure transthoracic echocardiographic. This allowed us to derive a predictive equation that defines the expected transthoracic echocardiographic Doppler-derived gradient following the procedure and at out-patient follow-up after percutaneous pulmonary valve implantation.

Financial support

This research received no specific grant from any funding agency, commercial or not-for-profit sectors

Conflicts of interest

None.

Ethics standards

Data collection and analysis were conducted under the permission of the Children’s Hospital of Colorado Institutional Review Board (Record IRB number 18-2138).

References

Seward, JB, Khandheria, BK, McGregor, CG, Locke, TJ, Tajik, AJ. Transvascular and intracardiac two-dimensional echocardiography. Echocardiography 1990; 7: 457464.CrossRefGoogle ScholarPubMed
Hijazi, Z, Wang, Z, Cao, Q, Koenig, P, Waight, D, Lang, R. Transcatheter closure of atrial septal defects and patent foramen ovale under intracardiac echocardiographic guidance: feasibility and comparison with transesophageal echocardiography. Catheter Cardiovasc Interv 2001; 52: 194199.3.0.CO;2-4>CrossRefGoogle ScholarPubMed
Koenig, PR, Abdulla, R, Cao, Q-L, Hijazi, ZM. Use of intracardiac echocardiography to guide catheter closure of atrial communications. Echocardiography 2003; 20: 781787.CrossRefGoogle ScholarPubMed
Bruce, CJ, Nishimura, RA, Rihal, CS, et al. Intracardiac echocardiography in the interventional catheterization laboratory: preliminary experience with a novel, phased-array transducer. Am J Cardiol 2002; 89: 635640.CrossRefGoogle ScholarPubMed
Schwartz, SL, Gillam, LD, Weintraub, AR, et al. Intracardiac echocardiography in humans using a small-sized (6F), low frequency (12.5 MHz) ultrasound catheter. Methods, imaging planes and clinical experience. J Am Coll Cardiol 1993; 21: 189198.CrossRefGoogle ScholarPubMed
Cao, Q-L, Zabal, C, Koenig, P, Sandhu, S, Hijazi, ZM. Initial clinical experience with intracardiac echocardiography in guiding transcatheter closure of perimembranous ventricular septal defects: feasibility and comparison with transesophageal echocardiography. Catheter Cardiovasc Interv 2005; 66: 258267.CrossRefGoogle ScholarPubMed
Bartel, T, Bonaros, N, Müller, L, et al. Intracardiac echocardiography: a new guiding tool for transcatheter aortic valve replacement. J Am Soc Echocardiogr 2011; 24: 966975.CrossRefGoogle ScholarPubMed
Naqvi, TZ, Zarbatany, D, Molloy, MD, Logan, J, Buchbinder, M. Intracardiac echocardiography for percutaneous mitral valve repair in a swine model. J Am Soc Echocardiogr 2006; 19: 147153.CrossRefGoogle Scholar
Alkhouli, M, Hijazi, ZM, Holmes, DR, Rihal, CS, Wiegers, SE. Intracardiac echocardiography in structural heart disease interventions. JACC Cardiovasc Interv 2018; 11: 21332147.CrossRefGoogle ScholarPubMed
Chessa, M, Butera, G, Carminati, M. Intracardiac echocardiography during percutaneous pulmonary valve replacement. Eur Heart J 2008; 29: 2908.CrossRefGoogle ScholarPubMed
Awad, SM, Masood, SA, Gonzalez, I, et al. The use of intracardiac echocardiography during percutaneous pulmonary valve replacement. Pediatr Cardiol 2015; 36: 7683.CrossRefGoogle ScholarPubMed
Whiteside, W, Pasquali, SK, Yu, S, Bocks, ML, Zampi, JD, Armstrong, AK. The utility of intracardiac echocardiography following melodyTM transcatheter pulmonary valve implantation. Pediatr Cardiol 2015; 36: 17541760.CrossRefGoogle ScholarPubMed
Basman, C, Parmar, YJ, Kronzon, I. Intracardiac echocardiography for structural heart and electrophysiological interventions. Curr Cardiol Rep 2017; 19: 102.CrossRefGoogle ScholarPubMed
Gomez, J, Doukky, R. Artificial intelligence in nuclear cardiology. J Nucl Med 2019; 60: 10421043.CrossRefGoogle ScholarPubMed
Li, T, Levina, E, Zhu, J. Network cross-validation by edge sampling. Biometrika 2020; 107: 257276.CrossRefGoogle Scholar
Dandel, M, Hetzer, R. Echocardiographic assessment of the right ventricle: impact of the distinctly load dependency of its size, geometry and performance. Int J Cardiol 2016; 221: 11321142.CrossRefGoogle ScholarPubMed
Zilberszac, R, Gleiss, A, Schweitzer, R, et al. Prognostic value of right ventricular dysfunction and tricuspid regurgitation in patients with severe low-flow low-gradient aortic stenosis. Sci Rep 2019; 9: 14580.CrossRefGoogle ScholarPubMed
Koene, BM, Soliman Hamad, MA, Bouma, W, et al. Can postoperative mean transprosthetic pressure gradient predict survival after aortic valve replacement? Clin Res Cardiol 2014; 103: 133140.CrossRefGoogle ScholarPubMed
Murphy, KR, Khan, OA, Rassa, AC, et al. Clinical and echocardiographic predictors of outcomes in patients with moderate (Mean transvalvular gradient 20 to 40 mmHg) aortic stenosis. Am J Cardiol 2019; 124: 19241931.CrossRefGoogle Scholar
Zoghbi, WA, Chambers, JB, Dumesnil, JG, et al. Recommendations for evaluation of prosthetic valves with echocardiography and doppler ultrasound: a report From the American Society of Echocardiography’s Guidelines and Standards Committee and the Task Force on Prosthetic Valves, developed in conjunction with the American College of Cardiology Cardiovascular Imaging Committee, Cardiac Imaging Committee of the American Heart Association, the European Association of Echocardiography, a registered branch of the European Society of Cardiology, the Japanese Society of Echocardiography and the Canadian Society of Echocardiography, endorsed by the American College of Cardiology Foundation, American Heart Association, European Association of Echocardiography, a registered branch of the European Society of Cardiology, the Japanese Society of Echocardiography, and Canadian Society of Echocardiography. J Am Soc Echocardiogr 2009; 22: 9751014; quiz 1082–4.CrossRefGoogle Scholar
Zablah, JE, Rodriguez, SA, Leahy, R, Morgan, GJ. Novel minimal radiation approach for percutaneous pulmonary valve implantation. Pediatr Cardiol 2021; 42(4): 926933.CrossRefGoogle ScholarPubMed
Singh, GK, Mowers, KL, Marino, C, Balzer, D, Rao, PS. Effect of pressure recovery on pressure gradients in congenital stenotic outflow lesions in pediatric patients—clinical implications of lesion severity and geometry: a simultaneous doppler echocardiography and cardiac catheter correlative study. J Am Soc Echocardiogr 2020; 33: 207217.CrossRefGoogle ScholarPubMed
Rudski, LG, Lai, WW, Afilalo, J, et al. Guidelines for the echocardiographic assessment of the right heart in adults: a report from the American Society of Echocardiography endorsed by the European Association of Echocardiography, a registered branch of the European Society of Cardiology, and the Canadian Society of Echocardiography. J Am Soc Echocardiogr 2010; 23: 685713; quiz 786–8.CrossRefGoogle Scholar
Lima, CO, Sahn, DJ, Valdes-Cruz, LM, et al. Noninvasive prediction of transvalvular pressure gradient in patients with pulmonary stenosis by quantitative two-dimensional echocardiographic Doppler studies. Circulation 1983; 67: 866871.CrossRefGoogle ScholarPubMed
Figure 0

Table 1. Baseline and procedural characteristics

Figure 1

Table 2. Haemodynamics after PPVI

Figure 2

Table 3. Observed differences between gradients after PPVI

Figure 3

Figure 1. Linear regression models between intraprocedural invasively assessed gradients and post-procedure non-invasively assessed gradients. (a) Shows the correlation between cPG with tMG. (b) Shows the correlation between iMG with tMG. The trend line (solid line) is also shown in the graphic. cPG = right ventricle to pulmonary artery systolic peak gradient, iMG = intracardiac echocardiographic mean gradient, tMG = transthoracic echocardiography mean gradient.

Figure 4

Table 4. Correlation between gradients

Figure 5

Table 5. Multilinear regression model and predictive equation

Figure 6

Figure 2. Linear regression models between predicted gradients and actual non-invasively assessed gradients. (a) Shows the correlation between predicted mean gradient with tMG. (b) Shows the correlation between predicted mean gradient with t2MG. (c.) Shows the correlation between predicted mean gradient with tMG in the control group. The trend line (solid line) and ±5 mmHg (dashed lines) are also shown in the graphic. tMG = next-day transthoracic echocardiography mean gradient, t2MG = 1-month transthoracic echocardiography mean gradient.